AI Visibility Scorecard
Laura Risk - Fiddler & researcher
laurarisk.com · Media & Entertainment
Borderline visible. AI bots can crawl Laura Risk - Fiddler & researcher, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 3 times
Meta AI · Claude
#692,452 of 1,966,762 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Laura Risk - Fiddler & researcher
from our crawl and measurement
Laura Risk is a business whose own site puts it this way: "Welcome! I'm an Assistant Professor in the Music and Culture program of the Department of Arts, Culture and Media at the University of Toronto Scarborough." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (BreadcrumbList, WebPage, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.9/10, Laura Risk - Fiddler & researcher is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Laura Risk - Fiddler & researcher
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/laurarisk
Cite this score: Engagemii (2026). "AEO Score for Laura Risk - Fiddler & researcher." Retrieved from https://engagemii.com/aeo/brands/laurarisk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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